Swarm AI Research avatar

Swarm AI Research

Official

@swarm-ai-research

8Followers
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10Public Repos
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189Published Skills

Offers specialized multi-agent simulation, market intelligence, and repository governance for decentralized research and technical fleet management.

Skills Distribution
DomainBusiness, Fi...Multi-Agent Simula.. (35%)Market Intelligenc.. (30%)Repository Governa.. (25%)Technical Content .. (10%)

Agent Skills by Swarm AI Research

Showing 189 vetted skills indexed across 2 GitHub repositories.

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swarm

Measure emergent failures in multi-agent systems using Python.

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Advanced
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statistical-analysis

Analyze SWARM experimental data with hypothesis tests and multiple-comparison corrections.

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Advanced
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plotting

Create bar charts, box plots, and time-series plots from SWARM simulation data.

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Intermediate
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parameter-sweep

Automate parameter grid sweeps across SWARM safety scenarios and generate summary statistics.

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Intermediate
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run-scenario

Execute predefined SWARM simulation scenarios and export standardized results.

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Intermediate
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paper-writing

Generate markdown research paper skeletons from SWARM experiment data.

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Intermediate
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regression-check

Compare AI agent simulation metrics against a baseline to identify deviations.

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Intermediate
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verify

Run integrity checks on vault schema, evidence, links, index, and claims.

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Advanced
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session-close

Summarize research work, update memory logs, commit changes, and push to version control.

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Intermediate
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run-query

Query the run index and vault for experiment history by tags, dates, types, or claims.

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Intermediate
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kb-query

Query a structured SWARM knowledge graph for related pages, backlinks, and paths.

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Intermediate
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vault-init

Initialize and extend SWARM Research OS vaults with directories and schema templates.

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Advanced
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sanity-check

Validate multi-agent system scenarios with minimal seeds and epochs.

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Basic
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experiment-loop

Automate multi-agent experiment design, execution, and result synthesis.

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Advanced
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claim

Create and analyze structured claim cards with evidence and confidence assessments.

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Advanced
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synthesize

Synthesize SWARM run data into structured notes with claim analysis.

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Advanced
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Aggregates daily X and Reddit mentions into sentiment-scored top-post digests and alerts.

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Advanced
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Channel Recap

Rank Telegram posts by engagement and compose a themed weekly recap in Markdown.

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Advanced
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Security Digest

Prioritize CVEs and advisories into ranked patch plans using KEV, EPSS, and CVSS signals.

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Advanced
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AI Framework Watch

Track momentum, releases, and breaking changes for nine AI agent frameworks.

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Advanced
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Daily Routine

Aggregate token movers, tweets, papers, GitHub issues, and HN digest into a daily briefing.

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Intermediate
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repo-actions

Generate five anchored repo-action ideas with priorities and definitions of done.

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Intermediate
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Vibecoding Digest

Summarize high-signal r/vibecoding Reddit posts into a ranked digest.

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Advanced
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RSS Digest

Aggregate fresh RSS feed items and generate concise summaries.

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Intermediate

Frequently Asked Questions About Swarm AI Research

FAQPage Schema
What specific tasks can I perform with these research capabilities?

You can execute multi-agent simulation scenarios, perform statistical analysis on experimental data, monitor prediction markets, track GitHub repository momentum, and generate structured research reports or technical explainers from aggregated web signals.

Who is the target persona for these research systems?

The target personas are research engineers, decentralized protocol operators, and technical leads managing multi-agent fleets who require rigorous, data-driven oversight of repository health, market volatility, and emergent system behaviors.

What are the prerequisites for running these research instances?

Deployment requires an Aeon-compatible environment, a configured aeon.yml manifest, and access to the relevant GitHub repositories or data sources defined in your specific research vault schema.